Lab 2
Brett White
The ratings are bimodal. The median is 3.25. Half of the ratings are between 3.0 and 3.5. The lower ratings (1.0-2.0) appear to be outliers.
The number of ratings increased each year from 2006 (when the earliest ratings were given) until 2015 with two exceptions (2010 and 2013). After 2015, the number of ratings decreased significantly in 2016 and even more in 2017 before increasing again to the number of ratings in 2016 in 2018. The number of ratings decreased a small amount in 2019, and there was a significant drop in 2020, though the ratings were last updated in March 2020 and so there may actually be more ratings now.
plot(choco$Rating, choco$Cocoa_Percent, main='Scatter Plot of Cocoa Percentage and Rating', xlab='Rating', ylab='Cocoa Percent')
Based on the scatter plot above, the ratings do not seem to depend on the cocoa percentage. There are chocolates with ratings of 4.0 which vary in cocoa percentage from 60% to 88%. There are also ratings of 2.0 which vary in cocoa percentage from 53% to 100%. The cocoa percentage does not clearly increase or decrease as the rating increases. There is a lot of variability in cocoa percentage for each rating. The correlation between the two variables is -0.1510178 which indicates a very weak correlation between rating and cocoa percentage.
for(i in names(choco)) { if(i == 'Rating') next if(i != 'Date' && is.numeric(choco[, i])) plot(choco[, i], choco$Rating, xlab=i) else if(!is.logical(choco[, i])) { barplot(table(choco$Rating, choco[, i]), las=2, col=colorRampPalette(colors=c('brown','orange'))(length(unique(choco$Rating)))) for(j in unique(choco[, i])) { ratings <- choco[choco[, i] == j & !is.na(choco$Rating), 'Rating'] print(j) print(summary(ratings)) } } }
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.00 3.00 3.50 3.38 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 3.000 3.500 3.372 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.433 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.439 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.301 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.325 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.938 3.000 3.139 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.000 3.135 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.24 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.25 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.046 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.046 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.094 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.094 3.500 3.750 ## [1] "mild tobacco" ## [1] 3.125
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.125 3.102 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.114 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.250 3.125 3.312 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.19 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.250 3.141 3.500 4.000 ## [1] "brief fruit note" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.625 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.50 3.50 3.50 3.65 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.625 3.708 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 3.053 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 3.024 3.500 3.750 ## [1] "sliglty dry" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.289 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 3.000 3.250 3.288 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.750 2.694 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.800 2.875 3.500 ## [1] "mild profile" ## [1] 3.5 ## [1] "grainy texture" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.182 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 3.00 3.25 3.19 3.50 4.00 ## [1] "burnt wood" ## [1] 2.75 ## [1] "alluring aroma" ## [1] 3.5 ## [1] "yellow fruit" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.164 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.177 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.15 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.250 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.35 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.461 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.25 3.50 3.44 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.32 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.33 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.167 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.223 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.550 2.750 2.723 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.943 3.250 3.750 ## [1] "strong pepper" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 3.063 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.75 3.00 3.07 3.25 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.250 3.208 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.500 2.750 2.594 2.750 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.25 3.50 3.36 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.250 3.500 3.375 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.448 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.414 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 2.938 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.982 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 2.905 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 2.934 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 3.000 3.062 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.382 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.337 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 2.981 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 2.964 3.188 3.500 ## [1] "hot spice" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.250 3.375 3.750 ## [1] "strong spice" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.583 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.139 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.000 3.151 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.273 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.295 3.750 4.000 ## [1] "waxy mouthfeel" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.173 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.365 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.471 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.462 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.136 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.161 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.125 3.145 3.500 4.000 ## [1] "red wine" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 3.25 3.50 3.48 3.75 4.00 ## [1] "fruity with coffee notes" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.267 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.223 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.500 2.750 2.849 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.50 2.75 2.81 3.00 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.938 3.500 3.241 3.562 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 3.000 3.250 3.299 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 2.75 3.00 3.25 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.75 3.25 2.90 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.938 3.250 3.062 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.625 3.000 2.763 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.688 3.000 2.800 3.000 3.500 ## [1] "light roast" ## [1] 3.5 ## [1] "light roast_like" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 2.750 2.717 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 2.750 2.762 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.033 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.032 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.236 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.241 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.750 3.734 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.500 3.750 3.632 3.875 4.000 ## [1] "appealing smoke" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.609 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.500 3.583 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.750 3.607 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.538 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.196 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.317 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.233 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.50 3.75 3.60 3.75 4.00 ## [1] "slight roasty" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.125 3.042 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.036 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.421 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.423 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 3.25 3.50 3.46 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.312 3.500 3.462 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.405 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.375 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.312 3.500 3.500 ## [1] "burn butterscotch" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.413 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.365 3.688 3.750 ## [1] "sl. bitter" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.25 3.25 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.000 3.136 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.241 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.25 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.50 3.32 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.333 3.500 4.000 ## [1] "very nutty" ## [1] 2.375 ## [1] "blackpepper" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.125 3.284 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.125 3.281 3.562 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.750 2.932 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.625 3.000 2.935 3.250 4.000 ## [1] "strawberries" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.426 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.393 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.083 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.625 3.583 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.750 3.588 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.000 3.135 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.000 3.148 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.875 3.000 2.934 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.893 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 2.982 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 2.997 3.250 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.188 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.286 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.688 3.750 3.729 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.750 3.696 3.938 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.552 3.750 4.000 ## [1] "slightly dry" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.375 2.750 2.614 2.750 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.326 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.324 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.167 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.000 2.750 2.375 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.188 3.250 3.750 ## [1] "unbalanced" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.125 3.312 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.400 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.266 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.243 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.393 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.444 3.500 3.750 ## [1] "ham-like" ## [1] 3.5 ## [1] "dark cocoa" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.250 3.286 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.188 3.250 3.312 3.562 3.750 ## [1] "bitter then nutty rustic" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.000 3.138 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.976 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.005 3.250 3.750 ## [1] "smooth texture" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.500 3.406 3.562 4.000 ## [1] "intense marshmallow" ## [1] 3.5 ## [1] "chocolate covered cherries" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.196 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.183 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.688 3.750 3.688 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.50 3.50 3.75 3.65 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.296 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.355 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.500 3.500 3.500 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.742 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.750 3.000 2.953 3.250 4.000 ## [1] "sweet grass" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.15 3.25 3.50 ## [1] "pungent off flavor" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.50 3.75 3.60 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.625 3.594 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.128 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.125 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.750 2.846 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 2.750 2.786 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.219 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.206 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.500 3.404 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.500 3.422 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.519 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.312 3.500 3.482 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.656 2.625 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.794 3.000 3.500 ## [1] "base cocoa w/ palm notes" ## [1] 3.5 ## [1] "subtle but refreshing" ## [1] 3.75 ## [1] "off pungent" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.833 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 3.091 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.479 3.750 4.000 ## [1] "assertive" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.875 2.917 3.000 3.500 ## [1] "distinct" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.75 3.75 3.70 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.562 3.562 4.000 ## [1] "distinct lemon" ## [1] 4 ## [1] "silky" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.017 3.250 3.500 ## [1] "ripe grapes" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.583 2.625 2.750 ## [1] "klingy" ## [1] 1.5 ## [1] "burnt coffee" ## [1] 2.5 ## [1] "burnt up front" ## [1] 2.25 ## [1] "oily surface" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.308 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.271 3.500 4.000 ## [1] "strong nutty with off notes" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.833 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.500 2.750 2.673 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.500 2.750 2.696 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.083 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.50 2.50 2.58 2.75 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.625 2.598 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.143 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.562 2.750 2.688 2.875 3.250 ## [1] "med roast" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.500 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.29 3.50 4.00 ## [1] "slightly metallic" ## [1] 3.25 ## [1] "sl. chalky" ## [1] 3.5 ## [1] "sugar dominates" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.364 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 3.00 3.25 3.26 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.250 3.500 3.324 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 3.25 3.50 3.35 3.50 3.75 ## [1] "intense orange" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.226 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.292 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.281 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 2.75 2.75 2.80 2.75 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.500 3.333 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.382 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.465 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.312 3.500 3.417 3.688 3.750 ## [1] "very sour" ## [1] 2.625
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.812 2.812 3.000 ## [1] "cocoa then roasted nut" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 3.00 3.25 3.25 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.276 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.389 3.500 3.750 ## [1] "harsh aroma" ## [1] 2.5 ## [1] "high intensity bitter" ## [1] 1.5 ## [1] "this is not chocolate" ## [1] 1 ## [1] "banana nut" ## [1] 2.75 ## [1] "true to sugar" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.583 2.625 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.366 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.332 3.500 4.000 ## [1] "deep cherry" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.948 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.007 3.188 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.000 3.221 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.233 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.50 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.468 3.750 4.000 ## [1] "ripe orange" ## [1] 3.5 ## [1] "green apple" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.327 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.375 3.356 3.500 4.000 ## [1] "cocoa flavor dominates" ## [1] 3.25 ## [1] "wood" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.000 3.167 3.500 4.000 ## [1] "dark woody" ## [1] 3 ## [1] "sweet spice" ## [1] 4 ## [1] "sweet spice_like" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.000 3.132 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.000 3.107 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.375 3.438 3.562 3.750 ## [1] "nice melt" ## [1] 3.25 ## [1] "texture issues" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500 ## [1] "dark coffee" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.167 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.525 2.750 2.857 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.758 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.843 3.000 3.750 ## [1] "intense fruit" ## [1] 2.75 ## [1] "intense fruit_like" ## [1] 3.25 ## [1] "tropical berry" ## [1] 3.5 ## [1] "well defined" ## [1] 4
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.625 3.625 3.750 4.000 ## [1] "burnt honey" ## [1] 3.5 ## [1] "late cocoa" ## [1] 2.5 ## [1] "late cocoa_like" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.188 3.375 3.344 3.562 4.000 ## [1] "cucumber" ## [1] 3.125 ## [1] "near perfect shine" ## [1] 3.5 ## [1] "molasses notes from sugar" ## [1] 2.75 ## [1] "dark forest berry" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.167 3.250 3.500 ## [1] "candy like off flavor" ## [1] 2.75 ## [1] "intense earthy" ## [1] 3.125 ## [1] "dates" ## [1] 3 ## [1] "smoth" ## [1] 4 ## [1] "ultra fruity" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.750 2.806 3.000 3.250 ## [1] "low refinement" ## [1] 2.75 ## [1] "brownine" ## [1] 3.5 ## [1] "carrots" ## [1] 3.25 ## [1] "intens" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.168 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.259 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.293 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.562 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.972 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.938 3.000 3.080 3.250 3.750 ## [1] "prominent plum note" ## [1] 3.5 ## [1] "dominated by heavy roast" ## [1] 3 ## [1] "malitol" ## [1] 2 ## [1] "plums" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.938 3.000 3.156 3.312 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.542 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.500 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.50 3.38 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.371 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.000 3.042 3.188 3.750 ## [1] "sl. dry" ## [1] 3 ## [1] "very coarse" ## [1] 3.5 ## [1] "choco covered strawberry" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.50 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.429 3.625 4.000 ## [1] "sandpaper" ## [1] 2 ## [1] "slight dry" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.250 3.295 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.250 3.283 3.500 3.750 ## [1] "chocolate covered banana" ## [1] 4 ## [1] "blackberries" ## [1] 3.75 ## [1] "mildly burnt caramel" ## [1] 3.25 ## [1] "slow develop" ## [1] 3.125 ## [1] "strong fruit" ## [1] 3.5 ## [1] "strong cocoa" ## [1] 3.75 ## [1] "unique flavor" ## [1] 3.5 ## [1] "intense olive" ## [1] 3.25 ## [1] "baked bread" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.250 3.333 3.375 3.500 ## [1] "black current" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500 ## [1] "cheesy off flavor" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.317 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.344 3.750 4.000 ## [1] "mild woody" ## [1] 3 ## [1] "mild strawberry" ## [1] 3.5 ## [1] "poor texture" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.250 3.250 3.312 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.25 3.25 3.25 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.312 3.500 3.500 ## [1] "sour off flavor" ## [1] 2.75 ## [1] "mildly rich" ## [1] 2.5 ## [1] "sour grapes" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.321 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.562 3.750 ## [1] "sl. sweet" ## [1] 3 ## [1] "light perfume" ## [1] 3 ## [1] "dutched?" ## [1] 2.75 ## [1] "very spicy" ## [1] 3.5 ## [1] "xl nibs" ## [1] 2.75 ## [1] "overyly sweet" ## [1] 2.625 ## [1] "rich chocolate" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.742 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.785 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.714 2.750 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.750 2.772 3.000 3.500 ## [1] "pungent raisin" ## [1] 3.25 ## [1] "mostly earthy" ## [1] 3.5 ## [1] "full flavor spectrum" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.375 3.438 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.562 2.750 2.667 2.750 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.000 2.958 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.938 3.125 3.062 3.250 3.500 ## [1] "harsh flavor" ## [1] 2.5 ## [1] "mild caramel" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.519 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.312 3.500 3.482 3.500 4.000 ## [1] "high acid" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.194 3.250 3.750 ## [1] "cardamon" ## [1] 4 ## [1] "sour raisin" ## [1] 3 ## [1] "fungal" ## [1] 3 ## [1] "charred" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.708 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.769 3.000 3.500 ## [1] "trop. fruit" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 2.75 2.90 3.00 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.967 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.50 3.50 3.75 3.75 4.00 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.457 3.875 4.000 ## [1] "very sandy" ## [1] 2.875 ## [1] "full bodied" ## [1] 3.625 ## [1] "candy like" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.875 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 2.750 2.804 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 2.500 2.750 2.647 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.906 3.250 3.250 ## [1] "poor finish" ## [1] 3.25 ## [1] "medium roast" ## [1] 3.25 ## [1] "medium roast_like" ## [1] 3.25 ## [1] "oranges" ## [1] 3.125 ## [1] "mild vanilla" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.40 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.500 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.321 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.333 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.833 3.000 3.000 ## [1] "well balanced" ## [1] 3.75 ## [1] "strong raspberry" ## [1] 3.5 ## [1] "spoiled milk" ## [1] 3.25 ## [1] "harsh burnt" ## [1] 3 ## [1] "aluminum" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 2.917 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.562 3.000 2.902 3.438 4.000 ## [1] "multiple off flavors" ## [1] 2 ## [1] "intense mocha flavor" ## [1] 3.5 ## [1] "potting soil" ## [1] 2.5 ## [1] "watered down coffee" ## [1] 3 ## [1] "extremely sweet" ## [1] 2.25 ## [1] "raisiny" ## [1] 2.75 ## [1] "intense vanilla" ## [1] 2.75 ## [1] "mild earthy" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.667 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.625 2.750 2.750 ## [1] "molassses" ## [1] 2.875
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 2.625 2.525 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 2.750 2.625 3.000 3.250 ## [1] "uneven" ## [1] 2.875
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.083 3.375 3.500 ## [1] "roasty/smokey" ## [1] 3.25 ## [1] "accesible" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.125 3.500 3.341 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.405 3.750 4.000 ## [1] "grapefruit" ## [1] 3.625 ## [1] "tropical fruit" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750 ## [1] "bitter coffee flavor" ## [1] 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.50 2.50 2.50 2.75 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.500 2.500 2.457 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.367 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.25 3.50 3.30 3.50 3.50 ## [1] "candy spices" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.688 3.750 3.750 3.812 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.750 3.625 3.750 4.000 ## [1] "cocounut" ## [1] 3.25 ## [1] "slight grainy" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.132 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.938 3.000 3.150 3.500 4.000 ## [1] "sour fig" ## [1] 3.5 ## [1] "rough" ## [1] 2.75 ## [1] "overly intense" ## [1] 3## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.301 3.500 4.000## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.325 3.500 4.000 ## [1] "non descript" ## [1] 2.5 ## [1] "notes from sugar" ## [1] 3 ## [1] "notes from sugar_like" ## [1] 2.875 ## [1] "single note" ## [1] 3.5 ## [1] "strong base cocoa" ## [1] 3.25 ## [1] "intense grapes" ## [1] 3.75 ## [1] "intensely smokey" ## [1] 3 ## [1] "intense spice" ## [1] 3 ## [1] "vegetable" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.212 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.217 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.667 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.625 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.250 3.375 3.375 3.750 ## [1] "intense spicy" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.45 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.750 2.837 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.562 3.875 3.688 4.000 4.000 ## [1] "simple red berry" ## [1] 4 ## [1] "mild smokey" ## [1] 3 ## [1] "berry notes with sweet edge" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.917 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.750 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.835 3.000 3.750 ## [1] "bright red fruit" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.188 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.238 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.357 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.287 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.375 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.321 3.500 3.750 ## [1] "mildy nutty" ## [1] 3.75 ## [1] "dense" ## [1] 3.875 ## [1] "smoke dominates" ## [1] 3 ## [1] "large nibs" ## [1] 3.625
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 3.000 2.938 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.167 3.250 3.250 ## [1] "sour palm" ## [1] 3.25 ## [1] "dominant savory" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.357 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.375 3.375 3.500 3.750 ## [1] "intense plum" ## [1] 3.5 ## [1] "refined" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.600 2.750 2.741 3.000 3.250 ## [1] "easter candy" ## [1] 2.75 ## [1] "dominant spice" ## [1] 3.75 ## [1] "strong rubber" ## [1] 2.5 ## [1] "strong spicey" ## [1] 3.25 ## [1] "thick" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.375 3.500 3.500 ## [1] "deep" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.558 3.750 4.000 ## [1] "uneven melt" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.00 3.10 3.25 3.50 ## [1] "fresh nibs" ## [1] 2.625 ## [1] "strong smokey tobacco" ## [1] 3 ## [1] "clingy" ## [1] 3.75 ## [1] "sharp" ## [1] 2.75 ## [1] "full cocoa flavor" ## [1] 3.5 ## [1] "smoked ham" ## [1] 2.75 ## [1] "intense fruity" ## [1] 3.75 ## [1] "bold cherry" ## [1] 3.75 ## [1] "cigar" ## [1] 3.75 ## [1] "cigar_like" ## [1] 3.25 ## [1] "mild cacao" ## [1] 3.75 ## [1] "light brown" ## [1] 3 ## [1] "ligt color" ## [1] 4 ## [1] "apple" ## [1] 3.625
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.500 3.562 3.750 ## [1] "fudgey then spicy" ## [1] 3.25 ## [1] "molasses undertone" ## [1] 3.25 ## [1] "subtle red berry" ## [1] 3.75 ## [1] "black tea" ## [1] 3.375 ## [1] "slow to develop" ## [1] 3 ## [1] "super temper" ## [1] 2.75 ## [1] "cranberries" ## [1] 3.75 ## [1] "pronounced berry" ## [1] 4 ## [1] "basic chocolate" ## [1] 3.5 ## [1] "evolves black pepper to citrus" ## [1] 3.75 ## [1] "robust dark tropical fruit" ## [1] 3.5 ## [1] "sticy" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.146 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.051 3.250 3.750 ## [1] "burnt black licorice" ## [1] 3.25 ## [1] "savory lemon" ## [1] 3.25 ## [1] "dried fig" ## [1] 3 ## [1] "dark color" ## [1] 3.5 ## [1] "sour orange" ## [1] 3.5 ## [1] "walnuts" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.833 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.062 3.500 3.425 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.500 3.583 3.625 3.750 ## [1] "pronounced fruit" ## [1] 3 ## [1] "dull" ## [1] 2.75 ## [1] "baked" ## [1] 3 ## [1] "baked_like" ## [1] 3.25 ## [1] "roasty cocoa" ## [1] 3.75 ## [1] "roasted strawberry" ## [1] 3.5 ## [1] "slight bitter" ## [1] 3.25 ## [1] "modest" ## [1] 3 ## [1] "cocoa dominates" ## [1] 3.75 ## [1] "cocoa dominates_like" ## [1] 3.75 ## [1] "intense sweet" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.250 3.312 3.625 4.000 ## [1] "sour vanila" ## [1] 2.5 ## [1] "mellow fruit" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.000 2.000 2.417 2.625 3.250 ## [1] "strong malt" ## [1] 3.75 ## [1] "salt noticeable" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.000 3.250 3.250 ## [1] "rich base cocoa" ## [1] 3.5 ## [1] "heavy smoke" ## [1] 3 ## [1] "intense prune" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.375 3.500 3.375 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.361 3.500 3.750 ## [1] "hint of smoke" ## [1] 3 ## [1] "strong nutty" ## [1] 3.75 ## [1] "strong nutty_like" ## [1] 3.375 ## [1] "strong smoke" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.625 3.000 2.833 3.125 3.250 ## [1] "alkalyzed notes" ## [1] 2.75 ## [1] "papaya" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.417 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.312 3.500 3.500 ## [1] "chocolaty" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.50 3.75 3.55 3.75 3.75 ## [1] "powerful tang" ## [1] 3.5 ## [1] "sublte strawberry" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.536 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.250 3.500 3.479 3.750 4.000 ## [1] "moldy" ## [1] 2.625 ## [1] "intense pepper" ## [1] 4 ## [1] "oddly sweet" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.125 3.125 3.250 3.500 ## [1] "blackcherry" ## [1] 3.5 ## [1] "high astringnet" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500 ## [1] "bright red" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.750 3.417 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.667 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.50 2.75 2.65 2.75 2.75 ## [1] "mysterious" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.250 3.312 3.500 ## [1] "late hammy" ## [1] 3.25 ## [1] "very smokey" ## [1] 2.75 ## [1] "dominate off note" ## [1] 1.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.225 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.227 3.375 3.750 ## [1] "distinct spicey" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 1.500 1.500 1.458 1.500 1.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.312 3.500 3.333 3.500 3.750 ## [1] "sugary" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.083 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.417 3.750 3.750 ## [1] "rounded" ## [1] 4 ## [1] "candy flavor" ## [1] 3.75 ## [1] "moss" ## [1] 3.125 ## [1] "mild dried fruit" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.062 3.125 3.500 ## [1] "raspberries" ## [1] 4 ## [1] "spicy pepper" ## [1] 3.375 ## [1] "macadamia" ## [1] 3.25 ## [1] "light toffee" ## [1] 3.25 ## [1] "diluted" ## [1] 3.375 ## [1] "strong wine" ## [1] 3 ## [1] "off spicey" ## [1] 2.75 ## [1] "muted spice" ## [1] 2.75 ## [1] "tart red berry" ## [1] 3.625 ## [1] "dominant tobacco" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 3.125 3.188 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.205 3.500 4.000 ## [1] "very grassy" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.361 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.32 3.50 4.00 ## [1] "homey" ## [1] 4 ## [1] "lavendar" ## [1] 3.25 ## [1] "rich mocha" ## [1] 3.75 ## [1] "cooked banana" ## [1] 3.5 ## [1] "alocohol" ## [1] 3.25 ## [1] "slight hammy" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.167 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.375 3.250 3.500 3.500 ## [1] "under refined" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 3.25 3.25 3.15 3.50 3.50 ## [1] "sour dairy" ## [1] 2.5 ## [1] "sour notes" ## [1] 3.125 ## [1] "unique" ## [1] 3.5 ## [1] "unique_like" ## [1] 3.5 ## [1] "almost burnt" ## [1] 2.5 ## [1] "flat flavor" ## [1] 2 ## [1] "fruit medley" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.536 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.50 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500 ## [1] "\"andes\" mint" ## [1] 3.25 ## [1] "very acidic" ## [1] 3 ## [1] "hint of fruit" ## [1] 2 ## [1] "controlled bitter" ## [1] 3.5 ## [1] "controlled bitter_like" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.250 3.417 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 3.250 3.500 3.279 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.702 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.50 2.75 2.89 3.25 4.00 ## [1] "chemical off note" ## [1] 2.625
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.50 3.75 3.55 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.562 3.750 3.583 3.750 3.750 ## [1] "grain" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.062 3.250 3.125 3.438 3.500 ## [1] "mild intensity" ## [1] 3.5 ## [1] "very spicey" ## [1] 2.75 ## [1] "leafy" ## [1] 3.5 ## [1] "subtle peanut butter" ## [1] 3.5 ## [1] "mild choco & leather" ## [1] 3 ## [1] "banana raspberry" ## [1] 3.5 ## [1] "earthy off notes" ## [1] 2.5 ## [1] "fruity then nutty" ## [1] 3.75 ## [1] "odd" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.938 3.062 3.250 ## [1] "floral notes" ## [1] 3.75 ## [1] "cigarette butt" ## [1] 2.75 ## [1] "light lime" ## [1] 3 ## [1] "spices" ## [1] 3.375
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.25 3.30 3.50 3.75 ## [1] "mildly bitter" ## [1] 2.75 ## [1] "winey" ## [1] 3.75 ## [1] "less intense berry" ## [1] 3.5 ## [1] "melon floral" ## [1] 2.5 ## [1] "candy like vanilla" ## [1] 2.75 ## [1] "oreo shell" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.688 3.750 3.688 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.625 3.625 3.750 3.750 ## [1] "moderate acidity" ## [1] 3.25 ## [1] "high astringency" ## [1] 3.375 ## [1] "holiday spice" ## [1] 3.25 ## [1] "plum" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.0 3.0 3.5 3.1 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750 ## [1] "strong sour" ## [1] 3 ## [1] "odd rubber notes" ## [1] 3.25 ## [1] "dirt/ earthy" ## [1] 2.5 ## [1] "lingering coffee" ## [1] 3.5 ## [1] "bitter ending" ## [1] 2.75 ## [1] "very roasty" ## [1] 2.75 ## [1] "raisns" ## [1] 3.75 ## [1] "roasty nibs" ## [1] 3.75 ## [1] "rasin" ## [1] 3.25 ## [1] "hot spices" ## [1] 3 ## [1] "well developed" ## [1] 3.75 ## [1] "almond" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.925 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.932 3.250 3.500 ## [1] "cinnamon" ## [1] 4
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.625 3.750 3.750 3.875 4.000 ## [1] "burlap" ## [1] 2.75 ## [1] "almond butter" ## [1] 3.5 ## [1] "fig notes" ## [1] 3.5 ## [1] "rainins" ## [1] 3.5 ## [1] "slight plum" ## [1] 2 ## [1] "ginger" ## [1] 3 ## [1] "short length" ## [1] 3.25 ## [1] "mild sweet cocoa" ## [1] 3.5 ## [1] "spicy mild molasses" ## [1] 3.5 ## [1] "true to sugar bar" ## [1] 2.75 ## [1] "dried sour fruit" ## [1] 3 ## [1] "mild anise" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.750 3.583 3.875 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.536 3.750 4.000 ## [1] "cough medicine" ## [1] 2.5 ## [1] "mild licorice" ## [1] 3.5 ## [1] "roasted cocoa" ## [1] 4 ## [1] "roasted cocoa_like" ## [1] 3.625 ## [1] "some roasty notes" ## [1] 3.5 ## [1] "fresh grapes" ## [1] 3.75 ## [1] "mellow but flavorful" ## [1] 3.5 ## [1] "leathery flavor" ## [1] 3 ## [1] "orange citrus" ## [1] 3.75 ## [1] "floral-spice mix" ## [1] 3.5 ## [1] "burnt black pepper" ## [1] 3.25 ## [1] "hebs" ## [1] 3.75 ## [1] "undefined" ## [1] 3 ## [1] "ambiguous" ## [1] 2.5 ## [1] "mildly burnt" ## [1] 2.5 ## [1] "mildly burnt_like" ## [1] 2.875 ## [1] "chemical or burnt note" ## [1] 2.75 ## [1] "mild lemon" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.00 3.05 3.25 3.50 ## [1] "roasted vegetal" ## [1] 3 ## [1] "chocolate milk" ## [1] 3 ## [1] "sandy texture" ## [1] 3.5 ## [1] "late tart notes" ## [1] 3 ## [1] "mild nutty & woody" ## [1] 3.75 ## [1] "late sour & molasses" ## [1] 3 ## [1] "burnt cinnamon" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.562 2.875 2.688 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.75 3.00 2.80 3.00 3.25 ## [1] "espresso" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.00 3.25 3.50 4.00 ## [1] "uncontrolled bitterness" ## [1] 2.5 ## [1] "metallic edge" ## [1] 3 ## [1] "meaty" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.364 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.469 3.500 3.750 ## [1] "tea-like" ## [1] 3.125 ## [1] "prunes" ## [1] 3.5 ## [1] "strong distinct spice" ## [1] 3.75 ## [1] "mild marshmallow" ## [1] 3 ## [1] "vanilla domintates" ## [1] 2 ## [1] "smomkey cocoa" ## [1] 3.25 ## [1] "mild flavors" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.125 3.125 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.031 3.250 4.000 ## [1] "rich hot cocoa" ## [1] 3.75 ## [1] "rich cocoa dominates" ## [1] 3.75 ## [1] "burning sensation" ## [1] 3.25 ## [1] "pear" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.500 3.667 3.750 4.000 ## [1] "mild fruit & nut" ## [1] 3.5 ## [1] "prononced orange" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.25 3.50 3.75 ## [1] "mild ham" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.312 3.375 3.750 ## [1] "mild berry" ## [1] 3.25 ## [1] "spicy edge" ## [1] 3.75 ## [1] "roasted" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.274 3.500 4.000 ## [1] "brandy" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.375 3.333 3.688 3.750 ## [1] "pudding" ## [1] 3.75 ## [1] "pudding_like" ## [1] 3.75 ## [1] "mild dairy" ## [1] 3.25 ## [1] "strong chemical" ## [1] 1.5 ## [1] "cooling sensation" ## [1] 3.125 ## [1] "some spice" ## [1] 2.5 ## [1] "sublte grape notes" ## [1] 3.5 ## [1] "crunchy" ## [1] 3.5 ## [1] "unrecognizable" ## [1] 3 ## [1] "off medicinal" ## [1] 2.5 ## [1] "wet" ## [1] 2.5 ## [1] "menthol" ## [1] 3 ## [1] "brownie like" ## [1] 3.25 ## [1] "roaste brownie" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.375 3.250 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.309 3.500 4.000 ## [1] "overly tart" ## [1] 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.500 3.583 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.000 3.125 3.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.036 3.000 4.000 ## [1] "sligthly bland" ## [1] 3 ## [1] "pomegrant" ## [1] 3.25 ## [1] "simple cocoa note" ## [1] 3.5 ## [1] "crisp nibs" ## [1] 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.625 3.125 2.833 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.062 3.312 3.750 ## [1] "true to origin" ## [1] 3.25 ## [1] "brownie batter" ## [1] 3.5 ## [1] "mild pear" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.25 3.25 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.250 3.208 3.250 3.500 ## [1] "coffee notes from roaster" ## [1] 2.75 ## [1] "licoric" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.242 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.833 3.000 3.250 ## [1] "bright berry" ## [1] 2.75## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.182 3.500 4.000## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 3.00 3.25 3.19 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.250 2.500 2.547 2.750 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.250 2.500 2.544 2.750 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.188 2.875 2.667 3.000 3.250 ## [1] "strong off flavor" ## [1] 1 ## [1] "intense banana" ## [1] 3.375 ## [1] "melon notes" ## [1] 3 ## [1] "sour ending" ## [1] 3 ## [1] "mild orange" ## [1] 3.25 ## [1] "sweet cocoa" ## [1] 3.75 ## [1] "sweet cocoa_like" ## [1] 3.625
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 2.875 3.000 3.000 ## [1] "simple cocoa" ## [1] 3 ## [1] "simple cocoa_like" ## [1] 3.25 ## [1] "bread notes" ## [1] 3.25 ## [1] "sour banana" ## [1] 3 ## [1] "mostly bitter" ## [1] 2.75 ## [1] "green fruit" ## [1] 3.75 ## [1] "slight woody" ## [1] 3.5 ## [1] "off rubber" ## [1] 2.75 ## [1] "fruit forward" ## [1] 3.5 ## [1] "tart citrus" ## [1] 4 ## [1] "bitter aftertaste" ## [1] 3.5 ## [1] "subtle dairy" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.833 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 2.750 2.472 2.750 3.000 ## [1] "pistachio" ## [1] 3.5 ## [1] "earthy ending" ## [1] 2.5 ## [1] "distinquished" ## [1] 4 ## [1] "subtle fruit" ## [1] 3.25 ## [1] "subtle fruit_like" ## [1] 3.375 ## [1] "fat" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.75 3.00 3.07 3.25 4.00 ## [1] "roasted caramel" ## [1] 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.625 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.750 2.643 2.750 2.750 ## [1] "soy" ## [1] 3.75 ## [1] "harsh woody" ## [1] 3.5 ## [1] "pasty" ## [1] 3.5 ## [1] "super spicey" ## [1] 3 ## [1] "intense vinegar" ## [1] 2.5 ## [1] "roasted cacao" ## [1] 3.5 ## [1] "off chemical" ## [1] 2.5 ## [1] "earthy green" ## [1] 3.25 ## [1] "sweet spices" ## [1] 3.5 ## [1] "sour tang" ## [1] 2.5 ## [1] "subtle fruit then cocoa" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.000 2.375 2.375 2.750 2.750 ## [1] "chocolate base off" ## [1] 2 ## [1] "delicate cocoa" ## [1] 4
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.25 3.35 3.50 3.75 ## [1] "medium roasted cocoa" ## [1] 3.25 ## [1] "rich cooa" ## [1] 3.75 ## [1] "fruit notes" ## [1] 3.75 ## [1] "strong molasses" ## [1] 3.25 ## [1] "mild tannic" ## [1] 3.5 ## [1] "green mint" ## [1] 3.5 ## [1] "rich burnt caramel" ## [1] 3.75 ## [1] "burnt brownie" ## [1] 4 ## [1] "brownie mix" ## [1] 3.75 ## [1] "chocolate ice cream" ## [1] 3.75 ## [1] "muted strawberry" ## [1] 3 ## [1] "intense coffee" ## [1] 2.25 ## [1] "hints of fruit" ## [1] 3.625 ## [1] "large unground pieces" ## [1] 3.25 ## [1] "spicy cinnamon" ## [1] 3.75 ## [1] "blueberries" ## [1] 3.25 ## [1] "watering" ## [1] 3 ## [1] "roasted banana" ## [1] 3.25 ## [1] "slightly tart" ## [1] 3 ## [1] "very bland" ## [1] 2 ## [1] "wild berries" ## [1] 4 ## [1] "pungent grape" ## [1] 3.5 ## [1] "sligt burnt" ## [1] 3.25 ## [1] "bitter dominate" ## [1] 2.75 ## [1] "unripened fruit" ## [1] 4 ## [1] "caramel \"rolo\"" ## [1] 2.75 ## [1] "nibs too soft" ## [1] 3.25 ## [1] "peach" ## [1] 3.25 ## [1] "late cocoa notes" ## [1] 2.5 ## [1] "choco pudding" ## [1] 3.75 ## [1] "mellow choco" ## [1] 3.5 ## [1] "off notes of rubber" ## [1] 2.75 ## [1] "masculine" ## [1] 3.5 ## [1] "cadbury egg" ## [1] 3.75 ## [1] "intense blueberry" ## [1] 3.25 ## [1] "toast" ## [1] 3.375 ## [1] "mild nuts" ## [1] 3.25 ## [1] "full body" ## [1] 3.75 ## [1] "tangerine" ## [1] 4 ## [1] "tangerine_like" ## [1] 3.75 ## [1] "intense tangerine" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.375 3.333 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 3.250 3.500 3.394 3.750 4.000 ## [1] "banana cream" ## [1] 2.75 ## [1] "odd dairy" ## [1] 2.75 ## [1] "chunky melt" ## [1] 3.5 ## [1] "then off" ## [1] 2.5 ## [1] "coffee grounds" ## [1] 3.5 ## [1] "alcohol" ## [1] 3.5 ## [1] "mild musty" ## [1] 3.25 ## [1] "flour" ## [1] 2.875 ## [1] "harsh smoke" ## [1] 3 ## [1] "burnt molasses" ## [1] 2.75 ## [1] "powerful" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.625 3.750 3.667 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.375 3.438 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.214 3.500 4.000 ## [1] "possible mold" ## [1] 3 ## [1] "gentle roast" ## [1] 4 ## [1] "lime" ## [1] 3.75 ## [1] "lime_like" ## [1] 3.375 ## [1] "ends sour" ## [1] 3.25 ## [1] "off nutty" ## [1] 3.25 ## [1] "nutella" ## [1] 3.25 ## [1] "late tart" ## [1] 3 ## [1] "late tart_like" ## [1] 3 ## [1] "astingent" ## [1] 3.25 ## [1] "bold citrus" ## [1] 3.5 ## [1] "earthen" ## [1] 2.5 ## [1] "late choco" ## [1] 3.25 ## [1] "slight cherry" ## [1] 3 ## [1] "atypical" ## [1] 2.875 ## [1] "sour coffee" ## [1] 3.25 ## [1] "mass market" ## [1] 2.75 ## [1] "whole bean" ## [1] 3.25 ## [1] "hit of anise" ## [1] 3.75 ## [1] "off sour note" ## [1] 2.75 ## [1] "slight metallic" ## [1] 3 ## [1] "off fatty note" ## [1] 3.25 ## [1] "synthetic" ## [1] 3 ## [1] "candy spice" ## [1] 3.25 ## [1] "candy spice_like" ## [1] 3.25 ## [1] "soap" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.75 2.75 2.80 3.25 3.25 ## [1] "peanutbutter" ## [1] 3.25 ## [1] "hint of berry" ## [1] 2.75 ## [1] "unpleasant" ## [1] 1.5 ## [1] "walnut" ## [1] 2.5 ## [1] "walnut_like" ## [1] 3.125 ## [1] "watery" ## [1] 3.5 ## [1] "mild banana" ## [1] 3 ## [1] "intense brownie" ## [1] 3.5 ## [1] "fruit punch" ## [1] 2.5 ## [1] "mild off" ## [1] 3 ## [1] "mild off_like" ## [1] 2.875 ## [1] "strong choco" ## [1] 3.75 ## [1] "wild berry" ## [1] 3.5 ## [1] "bold olive" ## [1] 3.25 ## [1] "chlorine" ## [1] 2.5 ## [1] "candy tart" ## [1] 3.25 ## [1] "strong coffee" ## [1] 3 ## [1] "fades fast" ## [1] 3.75 ## [1] "slight musty" ## [1] 3 ## [1] "cheesey" ## [1] 2.5 ## [1] "unfixable" ## [1] 1.75 ## [1] "mild burn" ## [1] 3 ## [1] "mild burn_like" ## [1] 3.25 ## [1] "sour mint" ## [1] 3 ## [1] "intense bitter" ## [1] 3 ## [1] "tolerable bitter" ## [1] 2.75 ## [1] "delicate fruit" ## [1] 4 ## [1] "berry notes" ## [1] 3.75 ## [1] "berry notes_like" ## [1] 3.5 ## [1] "sour veggie" ## [1] 3.5 ## [1] "melon like" ## [1] 3.5 ## [1] "rich fruit" ## [1] 3.25 ## [1] "easter candy" ## [1] 2.75 ## [1] "wheat" ## [1] 3.25 ## [1] "coffee ground" ## [1] 3 ## [1] "coffee ground_like" ## [1] 3.25 ## [1] "why bother" ## [1] 2 ## [1] "wtf" ## [1] 1.5 ## [1] "empty" ## [1] 3 ## [1] "earty" ## [1] 3.5 ## [1] "classic" ## [1] 3.75 ## [1] "non-descript" ## [1] 2.5 ## [1] "roasted cherry" ## [1] 3 ## [1] "mild grape" ## [1] 3.75 ## [1] "bright" ## [1] 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.441 3.750 4.000 ## [1] "off sour" ## [1] 2.75 ## [1] "off sour_like" ## [1] 2.75 ## [1] "nibs add bitterness" ## [1] 3.5 ## [1] "nuanced" ## [1] 3.75 ## [1] "mild ashey" ## [1] 3.5## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.00 3.05 3.25 3.50 ## [1] "fertilzer" ## [1] 2.75 ## [1] "high astringcy" ## [1] 3.5 ## [1] "slight sour" ## [1] 3.25 ## [1] "mild off note" ## [1] 2.75 ## [1] "fat residue" ## [1] 2.75 ## [1] "surface mark" ## [1] 2.75 ## [1] "burn" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.750 2.885 3.250 4.000 ## [1] "tangy wine" ## [1] 3.5 ## [1] "mild burnt" ## [1] 3.5 ## [1] "clove" ## [1] 4 ## [1] "harsh ending" ## [1] 3.25 ## [1] "vanilla(n)" ## [1] 2.5 ## [1] "burnt fuel" ## [1] 2.75 ## [1] "charcoal" ## [1] 3.5 ## [1] "easy melt" ## [1] 3.75 ## [1] "rubber off" ## [1] 2.75 ## [1] "mild rubber" ## [1] 3.25 ## [1] "very astringent" ## [1] 2.875 ## [1] "spoiled" ## [1] 2.75 ## [1] "spoiled_like" ## [1] 3 ## [1] "vanilla dominates" ## [1] 2.5 ## [1] "fudge" ## [1] 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.318 3.500 3.750 ## [1] "burnt cocoa" ## [1] 3.5 ## [1] "light rum" ## [1] 3.5 ## [1] "herb" ## [1] 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.375 3.325 3.500 3.500 ## [1] "mold" ## [1] 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.750 2.812 3.000print('Good characteristics') for(i in characteristics) { rows <- choco[choco[, i], ] ratings <- rows[, 'Rating'] cmean <- mean(ratings, na.rm=TRUE) if(cmean > 3.25) { nrows <- nrow(rows) print(i) print(paste('Count:', nrows, sep=' ')) print(paste('Mean rating:', cmean, sep=' ')) if(nrows > 3) barplot(table(rows[, i], ratings), main=i) } col <- paste(i, 'like', sep='_') lrows <- choco[choco[, col], ] if(nrow(rows) == nrow(lrows)) next ratings <- lrows[, 'Rating'] cmean <- mean(ratings, na.rm=TRUE) if(cmean > 3.25) { nrows <- nrow(lrows) print(col) print(paste('Count:', nrows, sep=' ')) print(paste('Mean rating:', cmean, sep=' ')) if(nrows > 3) barplot(table(lrows[, col], ratings), main=col) } } print('Bad characteristics') for(i in characteristics) { rows <- choco[choco[, i], ] ratings <- rows[, 'Rating'] cmean <- mean(ratings, na.rm=TRUE) if(cmean < 3) { nrows <- nrow(rows) print(i) print(paste('Count:', nrows, sep=' ')) print(paste('Mean rating:', cmean, sep=' ')) if(nrows > 3) barplot(table(rows[, i], ratings), main=i) } col <- paste(i, 'like', sep='_') lrows <- choco[choco[, col], ] if(nrow(rows) == nrow(lrows)) next ratings <- lrows[, 'Rating'] cmean <- mean(ratings, na.rm=TRUE) if(cmean < 3) { nrows <- nrow(lrows) print(col) print(paste('Count:', nrows, sep=' ')) print(paste('Mean rating:', cmean, sep=' ')) if(nrows > 3) barplot(table(lrows[, col], ratings), main=col) } }Based on the mean ratings, it can be seen that characteristics such as distinct lemon, distinct lemon_like, sweet spice, well defined, well defined_like, smoth, smoth_like, chocolate covered banana, chocolate covered banana_like, cardamon, cardamon_like, simple red berry, simple red berry_like, ligt color, ligt color_like, pronounced berry, pronounced berry_like, intense pepper, intense pepper_like, rounded, rounded_like, raspberries, raspberries_like, homey, homey_like, cinnamon, roasted cocoa, tart citrus, tart citrus_like, distinquished, distinquished_like, delicate cocoa, delicate cocoa_like, burnt brownie, burnt brownie_like, wild berries, wild berries_like, unripened fruit, unripened fruit_like, tangerine, gentle roast, gentle roast_like, delicate fruit, delicate fruit_like, clove, and clove_like are highly rated (greater than or equal to 3.9) while characteristics such as klingy, klingy_like, high intensity bitter, high intensity bitter_like, this is not chocolate, this is not chocolate_like, malitol, malitol_like, sandpaper, sandpaper_like, multiple off flavors, multiple off flavors_like, bitter coffee flavor, bitter coffee flavor_like, dominate off note, dominate off note_like, very bitter, very bitter_like, flat flavor, flat flavor_like, hint of fruit, hint of fruit_like, slight plum, slight plum_like, vanilla domintates, vanilla domintates_like, strong chemical, strong chemical_like, crisp nibs, crisp nibs_like, strong off flavor, strong off flavor_like, chocolate base off, chocolate base off_like, very bland, very bland_like, unpleasant, unpleasant_like, unfixable, unfixable_like, why bother, why bother_like, wtf, and wtf_like are poorly rated (less than or equal to 2.0).
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.261 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.202 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.219 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.250 3.166 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.181 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 3.000 3.250 3.224 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.750 3.250 3.159 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 3.000 3.250 3.253 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.27 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.156 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.205 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.375 3.292 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.083 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 3.071 3.438 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 3.114 3.438 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.067 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.115 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 3.111 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.217 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.254 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.239 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.750 3.000 3.115 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.228 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.750 3.000 3.035 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.250 3.026 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.174 3.375 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.274 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.151 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.228 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.271 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.155 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.250 3.318 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.250 3.105 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.375 3.450 3.688 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.750 2.841 2.875 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.036 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 3.0 2.8 3.0 3.0
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.875 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.625 2.750 2.938 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.75 2.75 3.00 2.95 3.25 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.083 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.833 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.250 3.217 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.50 3.30 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.625 3.625 3.812 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 3.000 3.000 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.083 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.083 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3Based on the mean ratings for each bean origin, it can be seen that bean origins such as Tobago and Sao Tome & Principe produce highly-rated (greater than or equal to 3.5) chocolate. It can also be seen that Puerto Rico, Martinique, St.Vincent-Grenadines, and Principe produce poorly-rated (less than or equal to 2.75) chocolate.
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.50 3.40 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.625 3.562 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.375 3.250 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.750 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 3.083 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.750 2.833 2.938 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 3.000 2.864 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.417 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.875 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.375 3.375 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.25 3.25 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.308 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.25 3.75 3.50 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.812 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.531 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.312 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 2.750 3.250 3.078 3.562 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.188 3.750 3.417 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.062 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.50 3.00 2.95 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.833 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.571 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 2.25 2.25 2.25 2.25 2.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.938 2.938 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.417 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.083 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.625 3.708 3.938 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.688 2.688 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.167 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.268 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.000 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.833 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.500 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.833 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.250 3.500 3.457 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 1.938 2.375 2.375 2.812 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.562 3.625 3.625 3.688 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.438 3.625 3.583 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.167 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.250 3.188 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.25 3.25 3.15 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.375 3.375 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.438 2.500 2.500 2.562 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.0 2.0 3.0 2.7 3.0 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 3.083 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.250 3.125 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.375 3.500 3.464 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.500 3.438 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.500 3.500 3.667 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.25 3.00 2.75 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 1.438 1.875 1.875 2.312 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 3.000 2.893 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 2.90 3.00 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.562 2.875 2.833 3.188 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.562 3.625 3.625 3.688 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.20 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.25 3.30 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2 2 2 2 2 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.309 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.750 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.875 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.688 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.893 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.500 3.292 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.667 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.094 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 2.85 3.00 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.536 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.500 3.375 2.875 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 2.25 2.25 2.25 2.25 2.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.25 3.15 3.25 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.250 3.158 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1 1 1 1 1 1
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.250 3.107 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.250 3.333 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 2.50 2.75 2.80 3.00 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.375 3.306 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.417 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.25 3.15 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.812 2.875 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.000 2.917 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.55 2.60 2.70 2.80 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.500 3.250 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.441 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.812 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.250 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 1.875 2.250 2.250 2.625 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.50 3.75 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.750 2.929 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.250 3.500 3.438 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.500 3.583 3.875 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.893 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.438 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.00 3.05 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.167 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.75 2.75 2.80 3.00 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.50 2.50 2.55 2.50 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.438 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.000 3.143 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.438 2.750 2.750 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.938 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.438 3.500 3.500 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 3.000 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.125 3.200 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.00 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.306 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.0 3.5 3.5 3.4 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.125 3.500 3.182 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.403 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.562 3.625 3.625 3.688 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.500 3.667 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.538 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.354 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.386 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.000 3.000 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.361 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.250 3.125 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 3.00 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.833 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.00 3.00 3.00 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.125 3.170 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.000 2.917 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.25 3.25 3.50 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.167 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.667 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.625 3.500 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.750 3.812 3.875 3.875 3.938 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.750 3.000 2.925 3.188 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.250 3.167 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.50 3.00 2.85 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.50 3.25 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.750 2.750 2.875 2.875 3.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.000 2.974 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.375 3.344 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.750 3.750 3.775 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.250 3.062 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2 2 2 2 2 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.375 3.325 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.375 3.500 3.438 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.250 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.00 3.50 3.40 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.083 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.125 3.125 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.875 3.000 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2 2 2 2 2 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.188 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.036 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.500 3.375 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.50 2.75 2.75 3.00 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.472 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.438 2.750 2.688 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.125 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.375 3.325 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 3.000 3.075 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.125 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.167 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.250 3.404 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.500 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.375 3.375 3.688 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2 2 2 2 2 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.125 3.062 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.062 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 1.688 1.875 1.875 2.062 2.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.625 2.625 2.688 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.500 3.625 3.688 3.812 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.750 3.023 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.750 3.125 3.000 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2 2 2 2 2 2
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.625 2.875 3.000 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.250 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.375 3.250 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 2.917 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.455 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.188 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.312 2.375 2.375 2.438 2.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.812 3.000 3.125 3.438 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.688 3.875 3.812 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.214 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.875 2.875 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 2.95 3.00 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 3.000 2.938 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.208 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.135 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.50 2.50 3.25 3.00 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.250 3.250 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 3.00 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.375 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.40 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.00 3.15 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.917 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.417 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.812 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.125 3.125 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.438 2.500 2.688 2.750 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.000 2.125 2.625 2.500 2.938 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.25 2.75 3.00 2.80 3.00 3.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.125 3.312 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.00 2.95 3.00 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.083 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.286 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.750 3.812 3.875 3.875 3.938 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 3.125 3.125 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.562 3.625 3.625 3.688 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 2.938 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.562 2.750 2.625 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.250 3.312 3.562 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.875 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.125 3.167 3.250 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.308 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.375 3.500 3.500 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 3.250 3.233 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.143 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.375 3.312 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.833 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.625 2.625 2.688 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.500 3.562 3.875 3.792 4.000 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.375 2.500 2.500 2.625 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.250 3.391 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 2.750 2.944 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.625 2.625 2.688 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.375 3.625 3.500 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.125 3.173 3.500 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 3.250 3.200 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.375 3.333 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.167 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.417 3.625 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.208 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.875 3.250 3.083 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.50 3.50 3.50 3.60 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.20 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.500 3.500 3.542 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.667 2.750 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.500 3.422 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.500 2.625 2.906 3.500 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.083 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.5 3.0 3.5 3.0 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.00 2.75 3.00 2.90 3.00 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 3.000 3.500 3.221 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.00 3.05 3.25 3.50
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.167 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.062 3.250 3.208 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.125 2.250 2.250 2.375 2.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.375 3.375 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.375 3.375 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.125 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.188 3.500 3.438 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.250 3.500 3.515 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 2.250 3.000 2.583 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.667 2.750 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.250 3.188 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.438 3.625 3.591 3.812 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.312 3.375 3.375 3.438 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.250 3.250 3.375 3.375 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.000 3.083 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.125 3.500 3.393 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 2.438 2.625 2.625 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 3.000 3.500 3.167 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.500 2.500 2.583 2.625 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.625 2.750 2.750 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 2.75 3.00 2.90 3.00 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.167 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.25 3.40 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.750 2.812 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.125 3.062 3.250 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.417 3.625 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.938 3.000 3.000 3.062 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.500 2.625 2.656 2.812 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.812 3.000 3.018 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.188 3.375 3.375 3.750 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.000 2.625 3.000 2.875 3.188 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 2.75 2.75 2.75 2.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 4 4 4 4 4 4
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 2.917 3.000 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 3.000 3.125 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.125 3.250 3.250 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.750 2.833 2.875 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.750 3.250 3.071 3.375 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 2.875 2.875 2.938 3.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.125 3.125 3.188 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.25 3.25 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.75 3.75 3.75 3.75 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 1.500 3.000 3.500 3.318 3.750 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.625 2.625 2.688 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.750 2.875 2.917 3.000 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 3.00 3.25 3.10 3.25 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.25 3.50 3.45 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.5 3.5 3.5 3.5 3.5 3.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.0 2.0 2.5 2.5 3.0 3.0
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.75 2.75 3.00 2.95 3.00 3.25
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.6 2.5 3.0
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.250 3.500 3.333 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.5 2.5 2.5 2.5 2.5 2.5
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.688 2.750 2.812 2.875 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.250 3.000 3.125 3.219 3.562 4.000
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.00 3.25 3.50 3.40 3.50 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.50 3.00 3.25 3.25 3.50 4.00
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3 3 3 3 3 3
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.875 3.000 3.000 3.125 3.250
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.500 2.562 2.625 2.625 2.688 2.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.062 3.250 3.208 3.250 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 2.812 3.250 3.167 3.500 3.500
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.25 3.50 3.50 3.55 3.75 3.75
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 3.000 3.000 3.125 3.250 3.375 3.750
## Min. 1st Qu. Median Mean 3rd Qu. Max. ## 2.750 3.000 3.250 3.321 3.500 3.750Based on the mean ratings for each company, it can be seen that companies such as Chocola’te, Christopher Morel (Felchlin), Dole (Guittard), Heirloom Cacao Preservation (Zokoko), Idilio (Felchlin), Kerchner, Landmark (Amano), Matale, Nikoa, Obolo, Ocelot, Patric, Timo A. Meyer, Tobago Estate (Pralus), Un Dimanche A Paris, and Utopick produce highly-rated (greater than or equal to 3.75) chocolate. It can also be seen that Bean, Bouga Cacao (Tulicorp), Cacao Arabuco, Cacao Atlanta, Callebaut, Casa, Chocolate Alchemist-Philly, Chocolats Privilege, Chocovivo, Cocoa Carib, Cote d’ Or (Kraft), Dolfin (Belcolade), Garden Island, Green & Black’s (ICAM), Hachez, Honest, Indah, Jacque Torres, Ki’ Xocolatl, La Oroquidea, Lake Champlain (Callebaut), Loiza, Love Bar, Machu Picchu Trading Co., Majani, Marsatta, Menakao (aka Cinagra), Mestico, Mita, Neuhaus (Callebaut), Oakland Chocolate Co., Paul Young, Pinellas, Raw Cocoa, Shark’s, Sibu Sura, Vintage Plantations (Tulicorp), and Whittakers produce poorly-rated (less than or equal to 2.5) chocolate.